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    "    ind = df_myelo['patient'] == patient\n",
    "    df_myelo['patient_label'][ind] = patient_label"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "(0.5, 1.8)"
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x432 with 1 Axes>",
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      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fontsize=20\n",
    "fig, ax = plot_violins(df_myelo, 'patient_label', 'emodulus',\n",
    "                       order=patient_labels,\n",
    "                       pal='chac_paper_custom',\n",
    "                       fontsize_labels=fontsize,\n",
    "                       stripplot=True, saturation=.25)\n",
    "ax.set_xlabel(\"Patient\", fontsize=fontsize+2)\n",
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    "ax.set_ylabel(\"Young's modulus (stiffness) [kPa]\", fontsize=fontsize+2)\n",
    "ax.set_ylim(.5,1.8)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
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   "execution_count": 21,
   "outputs": [],
   "source": [
    "save_name = \"fig1I_WBC_myelo_baseline_emod\"\n",
    "savepath = os.path.join(savefolder, save_name)\n",
    "fig.tight_layout()\n",
    "fig.savefig(savepath+\".pdf\", dpi=900, format='pdf')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "p-Value (Likelihood Ratio Test): 0.00706240810654952\n",
      "Estimate: 0.723401625492519\n",
      "Std. Error (Estimate): 0.258049356018904\n",
      "Fixed Effect: 0.146437880098183\n",
      "Std. Error (Fixed Effect) 0.258412927980769\n"
   "source": [
    "para = 'emodulus'\n",
    "\n",
    "Result = linmixmod(xs=df_myelo[para], treatment=df_myelo['treatment'],\n",
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    "                   #df_myelo['repeat'] begins at 0, but 0 values are excluded from the computation\n",
    "                   timeunit=df_myelo['repeat']+1, model='lmm')\n",
    "\n",
    "print(\"p-Value (Likelihood Ratio Test):\", Result[\"p-Value (Likelihood Ratio Test)\"])\n",
    "print(\"Estimate:\", Result[\"Estimate\"])\n",
    "print(\"Std. Error (Estimate):\", Result[\"Std. Error (Estimate)\"])\n",
    "print(\"Fixed Effect:\", Result[\"Fixed Effect\"])\n",
    "print(\"Std. Error (Fixed Effect)\", Result[\"Std. Error (Fixed Effect)\"])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "```\n",
    "p-Value (Likelihood Ratio Test): 0.00706240810655399\n",
    "Estimate: 0.723401625519808\n",
    "Std. Error (Estimate): 0.258067695307158\n",
    "Fixed Effect: 0.146437923010934\n",
    "Std. Error (Fixed Effect) 0.258431194852495\n",
    "```"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
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}